Dataset statistics
| Number of variables | 29 |
|---|---|
| Number of observations | 4300 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.1 MiB |
| Average record size in memory | 270.7 B |
Variable types
| Numeric | 11 |
|---|---|
| Boolean | 2 |
| Categorical | 16 |
EmployeeCount has constant value "" | Constant |
Over18 has constant value "" | Constant |
StandardHours has constant value "" | Constant |
Age is highly overall correlated with TotalWorkingYears | High correlation |
Department is highly overall correlated with EducationField | High correlation |
EducationField is highly overall correlated with Department | High correlation |
PercentSalaryHike is highly overall correlated with PerformanceRating | High correlation |
PerformanceRating is highly overall correlated with PercentSalaryHike | High correlation |
TotalWorkingYears is highly overall correlated with Age and 1 other fields | High correlation |
YearsAtCompany is highly overall correlated with TotalWorkingYears and 2 other fields | High correlation |
YearsSinceLastPromotion is highly overall correlated with YearsAtCompany | High correlation |
YearsWithCurrManager is highly overall correlated with YearsAtCompany | High correlation |
EmployeeID is uniformly distributed | Uniform |
EmployeeID has unique values | Unique |
NumCompaniesWorked has 570 (13.3%) zeros | Zeros |
TrainingTimesLastYear has 161 (3.7%) zeros | Zeros |
YearsAtCompany has 126 (2.9%) zeros | Zeros |
YearsSinceLastPromotion has 1697 (39.5%) zeros | Zeros |
YearsWithCurrManager has 760 (17.7%) zeros | Zeros |
Reproduction
| Analysis started | 2023-12-05 01:36:05.013432 |
|---|---|
| Analysis finished | 2023-12-05 01:37:06.553263 |
| Duration | 1 minute and 1.54 second |
| Software version | ydata-profiling vv4.6.2 |
| Download configuration | config.json |
EmployeeID
Real number (ℝ)
UNIFORM UNIQUE
| Distinct | 4300 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2211.6951 |
| Minimum | 1 |
|---|---|
| Maximum | 4409 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 196.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 225.95 |
| Q1 | 1110.75 |
| median | 2215.5 |
| Q3 | 3314.25 |
| 95-th percentile | 4188.05 |
| Maximum | 4409 |
| Range | 4408 |
| Interquartile range (IQR) | 2203.5 |
Descriptive statistics
| Standard deviation | 1272.1177 |
|---|---|
| Coefficient of variation (CV) | 0.57517769 |
| Kurtosis | -1.2010098 |
| Mean | 2211.6951 |
| Median Absolute Deviation (MAD) | 1102 |
| Skewness | -0.0063026598 |
| Sum | 9510289 |
| Variance | 1618283.4 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 2955 | 1 | < 0.1% |
| 2941 | 1 | < 0.1% |
| 2942 | 1 | < 0.1% |
| 2943 | 1 | < 0.1% |
| 2944 | 1 | < 0.1% |
| 2945 | 1 | < 0.1% |
| 2946 | 1 | < 0.1% |
| 2947 | 1 | < 0.1% |
| 2948 | 1 | < 0.1% |
| Other values (4290) | 4290 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 4409 | 1 | |
| 4408 | 1 | |
| 4407 | 1 | |
| 4406 | 1 | |
| 4405 | 1 | |
| 4404 | 1 | |
| 4403 | 1 | |
| 4402 | 1 | |
| 4401 | 1 | |
| 4400 | 1 |
Age
Real number (ℝ)
HIGH CORRELATION
| Distinct | 43 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.926977 |
| Minimum | 18 |
|---|---|
| Maximum | 60 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 196.2 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 30 |
| median | 36 |
| Q3 | 43 |
| 95-th percentile | 54 |
| Maximum | 60 |
| Range | 42 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.1465171 |
|---|---|
| Coefficient of variation (CV) | 0.24769201 |
| Kurtosis | -0.40679122 |
| Mean | 36.926977 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.41556547 |
| Sum | 158786 |
| Variance | 83.658774 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=43)
| Value | Count | Frequency (%) |
| 35 | 229 | 5.3% |
| 34 | 226 | 5.3% |
| 36 | 200 | 4.7% |
| 31 | 199 | 4.6% |
| 29 | 198 | 4.6% |
| 32 | 179 | 4.2% |
| 30 | 176 | 4.1% |
| 33 | 173 | 4.0% |
| 38 | 171 | 4.0% |
| 40 | 163 | 3.8% |
| Other values (33) | 2386 |
| Value | Count | Frequency (%) |
| 18 | 22 | 0.5% |
| 19 | 27 | 0.6% |
| 20 | 33 | 0.8% |
| 21 | 38 | 0.9% |
| 22 | 47 | 1.1% |
| 23 | 42 | 1.0% |
| 24 | 77 | |
| 25 | 77 | |
| 26 | 111 | |
| 27 | 141 |
| Value | Count | Frequency (%) |
| 60 | 15 | 0.3% |
| 59 | 30 | |
| 58 | 42 | |
| 57 | 12 | 0.3% |
| 56 | 40 | |
| 55 | 65 | |
| 54 | 53 | |
| 53 | 55 | |
| 52 | 51 | |
| 51 | 55 |
Attrition
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 166.8 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 3605 | |
| True | 695 | 16.2% |
BusinessTravel
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.2 KiB |
| Travel_Rarely | |
|---|---|
| Travel_Frequently | |
| Non-Travel |
Length
| Max length | 17 |
|---|---|
| Median length | 13 |
| Mean length | 13.445581 |
| Min length | 10 |
Characters and Unicode
| Total characters | 57816 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Travel_Rarely |
|---|---|
| 2nd row | Travel_Frequently |
| 3rd row | Travel_Frequently |
| 4th row | Non-Travel |
| 5th row | Travel_Rarely |
Common Values
| Value | Count | Frequency (%) |
| Travel_Rarely | 3051 | |
| Travel_Frequently | 809 | 18.8% |
| Non-Travel | 440 | 10.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| travel_rarely | 3051 | |
| travel_frequently | 809 | 18.8% |
| non-travel | 440 | 10.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 8969 | |
| r | 8160 | |
| l | 8160 | |
| a | 7351 | |
| T | 4300 | |
| v | 4300 | |
| y | 3860 | |
| _ | 3860 | |
| R | 3051 | 5.3% |
| n | 1249 | 2.2% |
| Other values (7) | 4556 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 44916 | |
| Uppercase Letter | 8600 | 14.9% |
| Connector Punctuation | 3860 | 6.7% |
| Dash Punctuation | 440 | 0.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 8969 | |
| r | 8160 | |
| l | 8160 | |
| a | 7351 | |
| v | 4300 | |
| y | 3860 | |
| n | 1249 | 2.8% |
| q | 809 | 1.8% |
| u | 809 | 1.8% |
| t | 809 | 1.8% |
Uppercase Letter
| Value | Count | Frequency (%) |
| T | 4300 | |
| R | 3051 | |
| F | 809 | 9.4% |
| N | 440 | 5.1% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 3860 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 440 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 53516 | |
| Common | 4300 | 7.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 8969 | |
| r | 8160 | |
| l | 8160 | |
| a | 7351 | |
| T | 4300 | |
| v | 4300 | |
| y | 3860 | |
| R | 3051 | 5.7% |
| n | 1249 | 2.3% |
| F | 809 | 1.5% |
| Other values (5) | 3307 | 6.2% |
Common
| Value | Count | Frequency (%) |
| _ | 3860 | |
| - | 440 | 10.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 57816 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 8969 | |
| r | 8160 | |
| l | 8160 | |
| a | 7351 | |
| T | 4300 | |
| v | 4300 | |
| y | 3860 | |
| _ | 3860 | |
| R | 3051 | 5.3% |
| n | 1249 | 2.2% |
| Other values (7) | 4556 |
Department
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.2 KiB |
| Research & Development | |
|---|---|
| Sales | |
| Human Resources | 186 |
Length
| Max length | 22 |
|---|---|
| Median length | 22 |
| Mean length | 16.53 |
| Min length | 5 |
Characters and Unicode
| Total characters | 71079 |
|---|---|
| Distinct characters | 20 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Sales |
|---|---|
| 2nd row | Research & Development |
| 3rd row | Research & Development |
| 4th row | Research & Development |
| 5th row | Research & Development |
Common Values
| Value | Count | Frequency (%) |
| Research & Development | 2807 | |
| Sales | 1307 | |
| Human Resources | 186 | 4.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| research | 2807 | |
| 2807 | ||
| development | 2807 | |
| sales | 1307 | |
| human | 186 | 1.8% |
| resources | 186 | 1.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 15714 | |
| 5800 | 8.2% | |
| s | 4486 | 6.3% |
| a | 4300 | 6.0% |
| l | 4114 | 5.8% |
| R | 2993 | 4.2% |
| r | 2993 | 4.2% |
| c | 2993 | 4.2% |
| n | 2993 | 4.2% |
| m | 2993 | 4.2% |
| Other values (10) | 21700 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 55179 | |
| Uppercase Letter | 7293 | 10.3% |
| Space Separator | 5800 | 8.2% |
| Other Punctuation | 2807 | 3.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 15714 | |
| s | 4486 | 8.1% |
| a | 4300 | 7.8% |
| l | 4114 | 7.5% |
| r | 2993 | 5.4% |
| c | 2993 | 5.4% |
| n | 2993 | 5.4% |
| m | 2993 | 5.4% |
| o | 2993 | 5.4% |
| p | 2807 | 5.1% |
| Other values (4) | 8793 |
Uppercase Letter
| Value | Count | Frequency (%) |
| R | 2993 | |
| D | 2807 | |
| S | 1307 | |
| H | 186 | 2.6% |
Space Separator
| Value | Count | Frequency (%) |
| 5800 |
Other Punctuation
| Value | Count | Frequency (%) |
| & | 2807 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 62472 | |
| Common | 8607 | 12.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 15714 | |
| s | 4486 | 7.2% |
| a | 4300 | 6.9% |
| l | 4114 | 6.6% |
| R | 2993 | 4.8% |
| r | 2993 | 4.8% |
| c | 2993 | 4.8% |
| n | 2993 | 4.8% |
| m | 2993 | 4.8% |
| o | 2993 | 4.8% |
| Other values (8) | 15900 |
Common
| Value | Count | Frequency (%) |
| 5800 | ||
| & | 2807 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 71079 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 15714 | |
| 5800 | 8.2% | |
| s | 4486 | 6.3% |
| a | 4300 | 6.0% |
| l | 4114 | 5.8% |
| R | 2993 | 4.2% |
| r | 2993 | 4.2% |
| c | 2993 | 4.2% |
| n | 2993 | 4.2% |
| m | 2993 | 4.2% |
| Other values (10) | 21700 |
DistanceFromHome
Real number (ℝ)
| Distinct | 29 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.197907 |
| Minimum | 1 |
|---|---|
| Maximum | 29 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 196.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 7 |
| Q3 | 14 |
| 95-th percentile | 26 |
| Maximum | 29 |
| Range | 28 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 8.0970587 |
|---|---|
| Coefficient of variation (CV) | 0.88031535 |
| Kurtosis | -0.22129283 |
| Mean | 9.197907 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.95626371 |
| Sum | 39551 |
| Variance | 65.562359 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 2 | 614 | |
| 1 | 612 | |
| 10 | 256 | 6.0% |
| 9 | 251 | 5.8% |
| 7 | 246 | 5.7% |
| 3 | 243 | 5.7% |
| 8 | 235 | 5.5% |
| 5 | 186 | 4.3% |
| 4 | 185 | 4.3% |
| 6 | 172 | 4.0% |
| Other values (19) | 1300 |
| Value | Count | Frequency (%) |
| 1 | 612 | |
| 2 | 614 | |
| 3 | 243 | 5.7% |
| 4 | 185 | 4.3% |
| 5 | 186 | 4.3% |
| 6 | 172 | 4.0% |
| 7 | 246 | |
| 8 | 235 | 5.5% |
| 9 | 251 | |
| 10 | 256 |
| Value | Count | Frequency (%) |
| 29 | 80 | |
| 28 | 66 | |
| 27 | 36 | |
| 26 | 74 | |
| 25 | 73 | |
| 24 | 80 | |
| 23 | 76 | |
| 22 | 55 | |
| 21 | 53 | |
| 20 | 73 |
Education
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.2 KiB |
| 3 | |
|---|---|
| 4 | |
| 2 | |
| 1 | |
| 5 | 140 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4300 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 1 |
| 3rd row | 4 |
| 4th row | 5 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 1670 | |
| 4 | 1168 | |
| 2 | 823 | |
| 1 | 499 | 11.6% |
| 5 | 140 | 3.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 1670 | |
| 4 | 1168 | |
| 2 | 823 | |
| 1 | 499 | 11.6% |
| 5 | 140 | 3.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 1670 | |
| 4 | 1168 | |
| 2 | 823 | |
| 1 | 499 | 11.6% |
| 5 | 140 | 3.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4300 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 1670 | |
| 4 | 1168 | |
| 2 | 823 | |
| 1 | 499 | 11.6% |
| 5 | 140 | 3.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4300 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 1670 | |
| 4 | 1168 | |
| 2 | 823 | |
| 1 | 499 | 11.6% |
| 5 | 140 | 3.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4300 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 1670 | |
| 4 | 1168 | |
| 2 | 823 | |
| 1 | 499 | 11.6% |
| 5 | 140 | 3.3% |
EducationField
Categorical
HIGH CORRELATION
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.2 KiB |
| Life Sciences | |
|---|---|
| Medical | |
| Marketing | |
| Technical Degree | |
| Other |
Length
| Max length | 16 |
|---|---|
| Median length | 15 |
| Mean length | 10.524651 |
| Min length | 5 |
Characters and Unicode
| Total characters | 45256 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Life Sciences |
|---|---|
| 2nd row | Life Sciences |
| 3rd row | Other |
| 4th row | Life Sciences |
| 5th row | Medical |
Common Values
| Value | Count | Frequency (%) |
| Life Sciences | 1766 | |
| Medical | 1364 | |
| Marketing | 469 | 10.9% |
| Technical Degree | 384 | 8.9% |
| Other | 237 | 5.5% |
| Human Resources | 80 | 1.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| life | 1766 | |
| sciences | 1766 | |
| medical | 1364 | |
| marketing | 469 | 7.2% |
| technical | 384 | 5.9% |
| degree | 384 | 5.9% |
| other | 237 | 3.6% |
| human | 80 | 1.2% |
| resources | 80 | 1.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 9064 | |
| i | 5749 | |
| c | 5744 | |
| n | 2699 | 6.0% |
| a | 2297 | 5.1% |
| 2230 | 4.9% | |
| s | 1926 | 4.3% |
| M | 1833 | 4.1% |
| L | 1766 | 3.9% |
| f | 1766 | 3.9% |
| Other values (16) | 10182 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 36496 | |
| Uppercase Letter | 6530 | 14.4% |
| Space Separator | 2230 | 4.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 9064 | |
| i | 5749 | |
| c | 5744 | |
| n | 2699 | 7.4% |
| a | 2297 | 6.3% |
| s | 1926 | 5.3% |
| f | 1766 | 4.8% |
| l | 1748 | 4.8% |
| d | 1364 | 3.7% |
| r | 1170 | 3.2% |
| Other values (7) | 2969 | 8.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 1833 | |
| L | 1766 | |
| S | 1766 | |
| T | 384 | 5.9% |
| D | 384 | 5.9% |
| O | 237 | 3.6% |
| H | 80 | 1.2% |
| R | 80 | 1.2% |
Space Separator
| Value | Count | Frequency (%) |
| 2230 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 43026 | |
| Common | 2230 | 4.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 9064 | |
| i | 5749 | |
| c | 5744 | |
| n | 2699 | 6.3% |
| a | 2297 | 5.3% |
| s | 1926 | 4.5% |
| M | 1833 | 4.3% |
| L | 1766 | 4.1% |
| f | 1766 | 4.1% |
| S | 1766 | 4.1% |
| Other values (15) | 8416 |
Common
| Value | Count | Frequency (%) |
| 2230 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 45256 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 9064 | |
| i | 5749 | |
| c | 5744 | |
| n | 2699 | 6.0% |
| a | 2297 | 5.1% |
| 2230 | 4.9% | |
| s | 1926 | 4.3% |
| M | 1833 | 4.1% |
| L | 1766 | 3.9% |
| f | 1766 | 3.9% |
| Other values (16) | 10182 |
EmployeeCount
Categorical
CONSTANT
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.2 KiB |
| 1 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4300 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 4300 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 4300 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 4300 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4300 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 4300 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4300 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 4300 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4300 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 4300 |
Gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.2 KiB |
| Male | |
|---|---|
| Female |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.804186 |
| Min length | 4 |
Characters and Unicode
| Total characters | 20658 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Female |
| 3rd row | Male |
| 4th row | Male |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Male | 2571 | |
| Female | 1729 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 2571 | |
| female | 1729 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 6029 | |
| a | 4300 | |
| l | 4300 | |
| M | 2571 | |
| F | 1729 | 8.4% |
| m | 1729 | 8.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 16358 | |
| Uppercase Letter | 4300 | 20.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 6029 | |
| a | 4300 | |
| l | 4300 | |
| m | 1729 | 10.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 2571 | |
| F | 1729 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 20658 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 6029 | |
| a | 4300 | |
| l | 4300 | |
| M | 2571 | |
| F | 1729 | 8.4% |
| m | 1729 | 8.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 20658 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 6029 | |
| a | 4300 | |
| l | 4300 | |
| M | 2571 | |
| F | 1729 | 8.4% |
| m | 1729 | 8.4% |
JobLevel
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.2 KiB |
| 1 | |
|---|---|
| 2 | |
| 3 | |
| 4 | |
| 5 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4300 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 4 |
| 4th row | 3 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1582 | |
| 2 | 1563 | |
| 3 | 641 | |
| 4 | 313 | 7.3% |
| 5 | 201 | 4.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 1582 | |
| 2 | 1563 | |
| 3 | 641 | |
| 4 | 313 | 7.3% |
| 5 | 201 | 4.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1582 | |
| 2 | 1563 | |
| 3 | 641 | |
| 4 | 313 | 7.3% |
| 5 | 201 | 4.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4300 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1582 | |
| 2 | 1563 | |
| 3 | 641 | |
| 4 | 313 | 7.3% |
| 5 | 201 | 4.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4300 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 1582 | |
| 2 | 1563 | |
| 3 | 641 | |
| 4 | 313 | 7.3% |
| 5 | 201 | 4.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4300 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 1582 | |
| 2 | 1563 | |
| 3 | 641 | |
| 4 | 313 | 7.3% |
| 5 | 201 | 4.7% |
JobRole
Categorical
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.2 KiB |
| Sales Executive | |
|---|---|
| Research Scientist | |
| Laboratory Technician | |
| Manufacturing Director | |
| Healthcare Representative | |
| Other values (4) |
Length
| Max length | 25 |
|---|---|
| Median length | 21 |
| Mean length | 18.052558 |
| Min length | 7 |
Characters and Unicode
| Total characters | 77626 |
|---|---|
| Distinct characters | 29 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Healthcare Representative |
|---|---|
| 2nd row | Research Scientist |
| 3rd row | Sales Executive |
| 4th row | Human Resources |
| 5th row | Sales Executive |
Common Values
| Value | Count | Frequency (%) |
| Sales Executive | 956 | |
| Research Scientist | 859 | |
| Laboratory Technician | 757 | |
| Manufacturing Director | 422 | |
| Healthcare Representative | 377 | 8.8% |
| Manager | 299 | 7.0% |
| Sales Representative | 241 | 5.6% |
| Research Director | 235 | 5.5% |
| Human Resources | 154 | 3.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| sales | 1197 | |
| research | 1094 | |
| executive | 956 | |
| scientist | 859 | |
| laboratory | 757 | |
| technician | 757 | |
| director | 657 | |
| representative | 618 | |
| manufacturing | 422 | 5.1% |
| healthcare | 377 | 4.5% |
| Other values (3) | 607 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 11403 | |
| a | 7530 | 9.7% |
| t | 6123 | 7.9% |
| c | 6033 | 7.8% |
| i | 5885 | 7.6% |
| r | 5792 | 7.5% |
| n | 4288 | 5.5% |
| s | 4076 | 5.3% |
| 4001 | 5.2% | |
| o | 2325 | 3.0% |
| Other values (19) | 20170 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 65324 | |
| Uppercase Letter | 8301 | 10.7% |
| Space Separator | 4001 | 5.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 11403 | |
| a | 7530 | |
| t | 6123 | |
| c | 6033 | |
| i | 5885 | |
| r | 5792 | |
| n | 4288 | 6.6% |
| s | 4076 | 6.2% |
| o | 2325 | 3.6% |
| h | 2228 | 3.4% |
| Other values (10) | 9641 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 2056 | |
| R | 1866 | |
| E | 956 | |
| L | 757 | 9.1% |
| T | 757 | 9.1% |
| M | 721 | 8.7% |
| D | 657 | 7.9% |
| H | 531 | 6.4% |
Space Separator
| Value | Count | Frequency (%) |
| 4001 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 73625 | |
| Common | 4001 | 5.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 11403 | |
| a | 7530 | |
| t | 6123 | 8.3% |
| c | 6033 | 8.2% |
| i | 5885 | 8.0% |
| r | 5792 | 7.9% |
| n | 4288 | 5.8% |
| s | 4076 | 5.5% |
| o | 2325 | 3.2% |
| h | 2228 | 3.0% |
| Other values (18) | 17942 |
Common
| Value | Count | Frequency (%) |
| 4001 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 77626 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 11403 | |
| a | 7530 | 9.7% |
| t | 6123 | 7.9% |
| c | 6033 | 7.8% |
| i | 5885 | 7.6% |
| r | 5792 | 7.5% |
| n | 4288 | 5.5% |
| s | 4076 | 5.3% |
| 4001 | 5.2% | |
| o | 2325 | 3.0% |
| Other values (19) | 20170 |
MaritalStatus
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.2 KiB |
| Married | |
|---|---|
| Single | |
| Divorced |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.8993023 |
| Min length | 6 |
Characters and Unicode
| Total characters | 29667 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Married |
|---|---|
| 2nd row | Single |
| 3rd row | Married |
| 4th row | Married |
| 5th row | Single |
Common Values
| Value | Count | Frequency (%) |
| Married | 1969 | |
| Single | 1382 | |
| Divorced | 949 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| married | 1969 | |
| single | 1382 | |
| divorced | 949 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 4887 | |
| i | 4300 | |
| e | 4300 | |
| d | 2918 | |
| M | 1969 | |
| a | 1969 | |
| S | 1382 | 4.7% |
| n | 1382 | 4.7% |
| g | 1382 | 4.7% |
| l | 1382 | 4.7% |
| Other values (4) | 3796 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 25367 | |
| Uppercase Letter | 4300 | 14.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 4887 | |
| i | 4300 | |
| e | 4300 | |
| d | 2918 | |
| a | 1969 | |
| n | 1382 | 5.4% |
| g | 1382 | 5.4% |
| l | 1382 | 5.4% |
| v | 949 | 3.7% |
| o | 949 | 3.7% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 1969 | |
| S | 1382 | |
| D | 949 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 29667 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 4887 | |
| i | 4300 | |
| e | 4300 | |
| d | 2918 | |
| M | 1969 | |
| a | 1969 | |
| S | 1382 | 4.7% |
| n | 1382 | 4.7% |
| g | 1382 | 4.7% |
| l | 1382 | 4.7% |
| Other values (4) | 3796 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 29667 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 4887 | |
| i | 4300 | |
| e | 4300 | |
| d | 2918 | |
| M | 1969 | |
| a | 1969 | |
| S | 1382 | 4.7% |
| n | 1382 | 4.7% |
| g | 1382 | 4.7% |
| l | 1382 | 4.7% |
| Other values (4) | 3796 |
MonthlyIncome
Real number (ℝ)
| Distinct | 1238 |
|---|---|
| Distinct (%) | 28.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 63635.386 |
| Minimum | 10090 |
|---|---|
| Maximum | 165616.25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 196.2 KiB |
Quantile statistics
| Minimum | 10090 |
|---|---|
| 5-th percentile | 20960 |
| Q1 | 29260 |
| median | 49360 |
| Q3 | 83802.5 |
| 95-th percentile | 165616.25 |
| Maximum | 165616.25 |
| Range | 155526.25 |
| Interquartile range (IQR) | 54542.5 |
Descriptive statistics
| Standard deviation | 43465.668 |
|---|---|
| Coefficient of variation (CV) | 0.68304242 |
| Kurtosis | 0.29154985 |
| Mean | 63635.386 |
| Median Absolute Deviation (MAD) | 22080 |
| Skewness | 1.1642845 |
| Sum | 2.7363216 × 108 |
| Variance | 1.8892643 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 165616.25 | 331 | 7.7% |
| 23420 | 12 | 0.3% |
| 24040 | 9 | 0.2% |
| 23800 | 9 | 0.2% |
| 34520 | 9 | 0.2% |
| 27410 | 9 | 0.2% |
| 24510 | 9 | 0.2% |
| 63470 | 9 | 0.2% |
| 25590 | 9 | 0.2% |
| 26100 | 9 | 0.2% |
| Other values (1228) | 3885 |
| Value | Count | Frequency (%) |
| 10090 | 3 | |
| 10510 | 3 | |
| 10520 | 3 | |
| 10810 | 2 | |
| 10910 | 3 | |
| 11020 | 3 | |
| 11180 | 3 | |
| 11290 | 3 | |
| 12000 | 3 | |
| 12230 | 3 |
| Value | Count | Frequency (%) |
| 165616.25 | 331 | |
| 165550 | 3 | 0.1% |
| 164370 | 3 | 0.1% |
| 164220 | 3 | 0.1% |
| 164130 | 3 | 0.1% |
| 163280 | 3 | 0.1% |
| 163070 | 3 | 0.1% |
| 162910 | 3 | 0.1% |
| 161840 | 3 | 0.1% |
| 161240 | 3 | 0.1% |
NumCompaniesWorked
Real number (ℝ)
ZEROS
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.69 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 570 |
| Zeros (%) | 13.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 196.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.4957638 |
|---|---|
| Coefficient of variation (CV) | 0.92779323 |
| Kurtosis | 0.024837301 |
| Mean | 2.69 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.0332713 |
| Sum | 11567 |
| Variance | 6.2288369 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 1 | 1535 | |
| 0 | 570 | 13.3% |
| 3 | 466 | 10.8% |
| 2 | 427 | 9.9% |
| 4 | 404 | 9.4% |
| 7 | 217 | 5.0% |
| 6 | 201 | 4.7% |
| 5 | 185 | 4.3% |
| 9 | 154 | 3.6% |
| 8 | 141 | 3.3% |
| Value | Count | Frequency (%) |
| 0 | 570 | 13.3% |
| 1 | 1535 | |
| 2 | 427 | 9.9% |
| 3 | 466 | 10.8% |
| 4 | 404 | 9.4% |
| 5 | 185 | 4.3% |
| 6 | 201 | 4.7% |
| 7 | 217 | 5.0% |
| 8 | 141 | 3.3% |
| 9 | 154 | 3.6% |
| Value | Count | Frequency (%) |
| 9 | 154 | 3.6% |
| 8 | 141 | 3.3% |
| 7 | 217 | 5.0% |
| 6 | 201 | 4.7% |
| 5 | 185 | 4.3% |
| 4 | 404 | 9.4% |
| 3 | 466 | 10.8% |
| 2 | 427 | 9.9% |
| 1 | 1535 | |
| 0 | 570 | 13.3% |
Over18
Boolean
CONSTANT
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 166.8 KiB |
| True |
|---|
| Value | Count | Frequency (%) |
| True | 4300 |
PercentSalaryHike
Real number (ℝ)
HIGH CORRELATION
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.210698 |
| Minimum | 11 |
|---|---|
| Maximum | 25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 196.2 KiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 12 |
| median | 14 |
| Q3 | 18 |
| 95-th percentile | 22 |
| Maximum | 25 |
| Range | 14 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.6627771 |
|---|---|
| Coefficient of variation (CV) | 0.2408027 |
| Kurtosis | -0.30670349 |
| Mean | 15.210698 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.82007788 |
| Sum | 65406 |
| Variance | 13.415936 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 11 | 616 | |
| 13 | 616 | |
| 14 | 583 | |
| 12 | 577 | |
| 15 | 296 | |
| 18 | 260 | |
| 17 | 236 | 5.5% |
| 16 | 230 | 5.3% |
| 19 | 224 | 5.2% |
| 22 | 167 | 3.9% |
| Other values (5) | 495 |
| Value | Count | Frequency (%) |
| 11 | 616 | |
| 12 | 577 | |
| 13 | 616 | |
| 14 | 583 | |
| 15 | 296 | |
| 16 | 230 | 5.3% |
| 17 | 236 | 5.5% |
| 18 | 260 | |
| 19 | 224 | 5.2% |
| 20 | 158 | 3.7% |
| Value | Count | Frequency (%) |
| 25 | 54 | 1.3% |
| 24 | 59 | 1.4% |
| 23 | 82 | 1.9% |
| 22 | 167 | |
| 21 | 142 | |
| 20 | 158 | |
| 19 | 224 | |
| 18 | 260 | |
| 17 | 236 | |
| 16 | 230 |
StandardHours
Categorical
CONSTANT
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.2 KiB |
| 8 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4300 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 8 |
|---|---|
| 2nd row | 8 |
| 3rd row | 8 |
| 4th row | 8 |
| 5th row | 8 |
Common Values
| Value | Count | Frequency (%) |
| 8 | 4300 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 8 | 4300 |
Most occurring characters
| Value | Count | Frequency (%) |
| 8 | 4300 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4300 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 8 | 4300 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4300 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 8 | 4300 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4300 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 8 | 4300 |
StockOptionLevel
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.2 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | |
| 3 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4300 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 3 |
| 4th row | 3 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1846 | |
| 1 | 1738 | |
| 2 | 466 | 10.8% |
| 3 | 250 | 5.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1846 | |
| 1 | 1738 | |
| 2 | 466 | 10.8% |
| 3 | 250 | 5.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1846 | |
| 1 | 1738 | |
| 2 | 466 | 10.8% |
| 3 | 250 | 5.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4300 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1846 | |
| 1 | 1738 | |
| 2 | 466 | 10.8% |
| 3 | 250 | 5.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4300 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1846 | |
| 1 | 1738 | |
| 2 | 466 | 10.8% |
| 3 | 250 | 5.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4300 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1846 | |
| 1 | 1738 | |
| 2 | 466 | 10.8% |
| 3 | 250 | 5.8% |
TotalWorkingYears
Real number (ℝ)
HIGH CORRELATION
| Distinct | 40 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.285116 |
| Minimum | 0 |
|---|---|
| Maximum | 40 |
| Zeros | 31 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 196.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 6 |
| median | 10 |
| Q3 | 15 |
| 95-th percentile | 28 |
| Maximum | 40 |
| Range | 40 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 7.7900523 |
|---|---|
| Coefficient of variation (CV) | 0.69029437 |
| Kurtosis | 0.91470384 |
| Mean | 11.285116 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.1157752 |
| Sum | 48526 |
| Variance | 60.684915 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=40)
| Value | Count | Frequency (%) |
| 10 | 590 | 13.7% |
| 6 | 368 | 8.6% |
| 8 | 299 | 7.0% |
| 9 | 278 | 6.5% |
| 5 | 255 | 5.9% |
| 1 | 239 | 5.6% |
| 7 | 234 | 5.4% |
| 4 | 185 | 4.3% |
| 12 | 144 | 3.3% |
| 3 | 123 | 2.9% |
| Other values (30) | 1585 |
| Value | Count | Frequency (%) |
| 0 | 31 | 0.7% |
| 1 | 239 | |
| 2 | 93 | 2.2% |
| 3 | 123 | 2.9% |
| 4 | 185 | |
| 5 | 255 | |
| 6 | 368 | |
| 7 | 234 | |
| 8 | 299 | |
| 9 | 278 |
| Value | Count | Frequency (%) |
| 40 | 6 | 0.1% |
| 38 | 3 | 0.1% |
| 37 | 12 | |
| 36 | 18 | |
| 35 | 9 | 0.2% |
| 34 | 14 | |
| 33 | 21 | |
| 32 | 25 | |
| 31 | 27 | |
| 30 | 21 |
TrainingTimesLastYear
Real number (ℝ)
ZEROS
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7962791 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 161 |
| Zeros (%) | 3.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 196.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.290142 |
|---|---|
| Coefficient of variation (CV) | 0.46137811 |
| Kurtosis | 0.49502929 |
| Mean | 2.7962791 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.54745355 |
| Sum | 12024 |
| Variance | 1.6644663 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 2 | 1596 | |
| 3 | 1439 | |
| 4 | 359 | 8.3% |
| 5 | 346 | 8.0% |
| 1 | 209 | 4.9% |
| 6 | 190 | 4.4% |
| 0 | 161 | 3.7% |
| Value | Count | Frequency (%) |
| 0 | 161 | 3.7% |
| 1 | 209 | 4.9% |
| 2 | 1596 | |
| 3 | 1439 | |
| 4 | 359 | 8.3% |
| 5 | 346 | 8.0% |
| 6 | 190 | 4.4% |
| Value | Count | Frequency (%) |
| 6 | 190 | 4.4% |
| 5 | 346 | 8.0% |
| 4 | 359 | 8.3% |
| 3 | 1439 | |
| 2 | 1596 | |
| 1 | 209 | 4.9% |
| 0 | 161 | 3.7% |
YearsAtCompany
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 37 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.0260465 |
| Minimum | 0 |
|---|---|
| Maximum | 40 |
| Zeros | 126 |
| Zeros (%) | 2.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 196.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5 |
| Q3 | 9.25 |
| 95-th percentile | 20 |
| Maximum | 40 |
| Range | 40 |
| Interquartile range (IQR) | 6.25 |
Descriptive statistics
| Standard deviation | 6.1480358 |
|---|---|
| Coefficient of variation (CV) | 0.87503489 |
| Kurtosis | 3.9341023 |
| Mean | 7.0260465 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.7696152 |
| Sum | 30212 |
| Variance | 37.798344 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=37)
| Value | Count | Frequency (%) |
| 5 | 576 | |
| 1 | 499 | |
| 3 | 376 | |
| 2 | 369 | |
| 10 | 351 | |
| 4 | 324 | 7.5% |
| 7 | 263 | 6.1% |
| 8 | 235 | 5.5% |
| 9 | 234 | 5.4% |
| 6 | 223 | 5.2% |
| Other values (27) | 850 |
| Value | Count | Frequency (%) |
| 0 | 126 | 2.9% |
| 1 | 499 | |
| 2 | 369 | |
| 3 | 376 | |
| 4 | 324 | |
| 5 | 576 | |
| 6 | 223 | 5.2% |
| 7 | 263 | |
| 8 | 235 | |
| 9 | 234 |
| Value | Count | Frequency (%) |
| 40 | 3 | 0.1% |
| 37 | 3 | 0.1% |
| 36 | 6 | 0.1% |
| 34 | 3 | 0.1% |
| 33 | 15 | |
| 32 | 9 | |
| 31 | 9 | |
| 30 | 3 | 0.1% |
| 29 | 6 | 0.1% |
| 27 | 6 | 0.1% |
YearsSinceLastPromotion
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 16 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.19 |
| Minimum | 0 |
|---|---|
| Maximum | 15 |
| Zeros | 1697 |
| Zeros (%) | 39.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 196.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 9 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.2308185 |
|---|---|
| Coefficient of variation (CV) | 1.4752596 |
| Kurtosis | 3.6234982 |
| Mean | 2.19 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.9896234 |
| Sum | 9417 |
| Variance | 10.438188 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 0 | 1697 | |
| 1 | 1050 | |
| 2 | 463 | 10.8% |
| 7 | 219 | 5.1% |
| 4 | 174 | 4.0% |
| 3 | 155 | 3.6% |
| 5 | 133 | 3.1% |
| 6 | 93 | 2.2% |
| 11 | 69 | 1.6% |
| 8 | 54 | 1.3% |
| Other values (6) | 193 | 4.5% |
| Value | Count | Frequency (%) |
| 0 | 1697 | |
| 1 | 1050 | |
| 2 | 463 | 10.8% |
| 3 | 155 | 3.6% |
| 4 | 174 | 4.0% |
| 5 | 133 | 3.1% |
| 6 | 93 | 2.2% |
| 7 | 219 | 5.1% |
| 8 | 54 | 1.3% |
| 9 | 50 | 1.2% |
| Value | Count | Frequency (%) |
| 15 | 39 | 0.9% |
| 14 | 27 | 0.6% |
| 13 | 30 | 0.7% |
| 12 | 30 | 0.7% |
| 11 | 69 | 1.6% |
| 10 | 17 | 0.4% |
| 9 | 50 | 1.2% |
| 8 | 54 | 1.3% |
| 7 | 219 | |
| 6 | 93 |
YearsWithCurrManager
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 18 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.1325581 |
| Minimum | 0 |
|---|---|
| Maximum | 17 |
| Zeros | 760 |
| Zeros (%) | 17.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 196.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 7 |
| 95-th percentile | 11 |
| Maximum | 17 |
| Range | 17 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.5658313 |
|---|---|
| Coefficient of variation (CV) | 0.86286295 |
| Kurtosis | 0.16790039 |
| Mean | 4.1325581 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.8330911 |
| Sum | 17770 |
| Variance | 12.715153 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 2 | 1009 | |
| 0 | 760 | |
| 7 | 631 | |
| 3 | 419 | |
| 8 | 312 | 7.3% |
| 4 | 288 | 6.7% |
| 1 | 222 | 5.2% |
| 9 | 187 | 4.3% |
| 5 | 93 | 2.2% |
| 6 | 84 | 2.0% |
| Other values (8) | 295 | 6.9% |
| Value | Count | Frequency (%) |
| 0 | 760 | |
| 1 | 222 | 5.2% |
| 2 | 1009 | |
| 3 | 419 | |
| 4 | 288 | 6.7% |
| 5 | 93 | 2.2% |
| 6 | 84 | 2.0% |
| 7 | 631 | |
| 8 | 312 | 7.3% |
| 9 | 187 | 4.3% |
| Value | Count | Frequency (%) |
| 17 | 21 | 0.5% |
| 16 | 5 | 0.1% |
| 15 | 14 | 0.3% |
| 14 | 15 | 0.3% |
| 13 | 42 | 1.0% |
| 12 | 54 | 1.3% |
| 11 | 65 | 1.5% |
| 10 | 79 | 1.8% |
| 9 | 187 | |
| 8 | 312 |
EnvironmentSatisfaction
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.2 KiB |
| 3.0 | |
|---|---|
| 4.0 | |
| 2.0 | |
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 12900 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3.0 |
|---|---|
| 2nd row | 3.0 |
| 3rd row | 2.0 |
| 4th row | 4.0 |
| 5th row | 4.0 |
Common Values
| Value | Count | Frequency (%) |
| 3.0 | 1319 | |
| 4.0 | 1312 | |
| 2.0 | 839 | |
| 1.0 | 830 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3.0 | 1319 | |
| 4.0 | 1312 | |
| 2.0 | 839 | |
| 1.0 | 830 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 4300 | |
| 0 | 4300 | |
| 3 | 1319 | 10.2% |
| 4 | 1312 | 10.2% |
| 2 | 839 | 6.5% |
| 1 | 830 | 6.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8600 | |
| Other Punctuation | 4300 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 4300 | |
| 3 | 1319 | 15.3% |
| 4 | 1312 | 15.3% |
| 2 | 839 | 9.8% |
| 1 | 830 | 9.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 4300 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 12900 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 4300 | |
| 0 | 4300 | |
| 3 | 1319 | 10.2% |
| 4 | 1312 | 10.2% |
| 2 | 839 | 6.5% |
| 1 | 830 | 6.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12900 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 4300 | |
| 0 | 4300 | |
| 3 | 1319 | 10.2% |
| 4 | 1312 | 10.2% |
| 2 | 839 | 6.5% |
| 1 | 830 | 6.4% |
JobSatisfaction
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.2 KiB |
| 4.0 | |
|---|---|
| 3.0 | |
| 1.0 | |
| 2.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 12900 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4.0 |
|---|---|
| 2nd row | 2.0 |
| 3rd row | 2.0 |
| 4th row | 4.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 4.0 | 1334 | |
| 3.0 | 1296 | |
| 1.0 | 847 | |
| 2.0 | 823 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4.0 | 1334 | |
| 3.0 | 1296 | |
| 1.0 | 847 | |
| 2.0 | 823 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 4300 | |
| 0 | 4300 | |
| 4 | 1334 | 10.3% |
| 3 | 1296 | 10.0% |
| 1 | 847 | 6.6% |
| 2 | 823 | 6.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8600 | |
| Other Punctuation | 4300 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 4300 | |
| 4 | 1334 | 15.5% |
| 3 | 1296 | 15.1% |
| 1 | 847 | 9.8% |
| 2 | 823 | 9.6% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 4300 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 12900 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 4300 | |
| 0 | 4300 | |
| 4 | 1334 | 10.3% |
| 3 | 1296 | 10.0% |
| 1 | 847 | 6.6% |
| 2 | 823 | 6.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12900 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 4300 | |
| 0 | 4300 | |
| 4 | 1334 | 10.3% |
| 3 | 1296 | 10.0% |
| 1 | 847 | 6.6% |
| 2 | 823 | 6.4% |
WorkLifeBalance
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.2 KiB |
| 3.0 | |
|---|---|
| 2.0 | |
| 4.0 | |
| 1.0 | 236 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 12900 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2.0 |
|---|---|
| 2nd row | 4.0 |
| 3rd row | 1.0 |
| 4th row | 3.0 |
| 5th row | 3.0 |
Common Values
| Value | Count | Frequency (%) |
| 3.0 | 2609 | |
| 2.0 | 1005 | 23.4% |
| 4.0 | 450 | 10.5% |
| 1.0 | 236 | 5.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3.0 | 2609 | |
| 2.0 | 1005 | 23.4% |
| 4.0 | 450 | 10.5% |
| 1.0 | 236 | 5.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 4300 | |
| 0 | 4300 | |
| 3 | 2609 | |
| 2 | 1005 | 7.8% |
| 4 | 450 | 3.5% |
| 1 | 236 | 1.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8600 | |
| Other Punctuation | 4300 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 4300 | |
| 3 | 2609 | |
| 2 | 1005 | 11.7% |
| 4 | 450 | 5.2% |
| 1 | 236 | 2.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 4300 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 12900 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 4300 | |
| 0 | 4300 | |
| 3 | 2609 | |
| 2 | 1005 | 7.8% |
| 4 | 450 | 3.5% |
| 1 | 236 | 1.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12900 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 4300 | |
| 0 | 4300 | |
| 3 | 2609 | |
| 2 | 1005 | 7.8% |
| 4 | 450 | 3.5% |
| 1 | 236 | 1.8% |
JobInvolvement
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.2 KiB |
| 3 | |
|---|---|
| 2 | |
| 4 | |
| 1 | 241 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4300 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 2 |
| 3rd row | 3 |
| 4th row | 2 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 2535 | |
| 2 | 1104 | |
| 4 | 420 | 9.8% |
| 1 | 241 | 5.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 2535 | |
| 2 | 1104 | |
| 4 | 420 | 9.8% |
| 1 | 241 | 5.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 2535 | |
| 2 | 1104 | |
| 4 | 420 | 9.8% |
| 1 | 241 | 5.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4300 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 2535 | |
| 2 | 1104 | |
| 4 | 420 | 9.8% |
| 1 | 241 | 5.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4300 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 2535 | |
| 2 | 1104 | |
| 4 | 420 | 9.8% |
| 1 | 241 | 5.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4300 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 2535 | |
| 2 | 1104 | |
| 4 | 420 | 9.8% |
| 1 | 241 | 5.6% |
PerformanceRating
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.2 KiB |
| 3 | |
|---|---|
| 4 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4300 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 4 |
| 3rd row | 3 |
| 4th row | 3 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 3638 | |
| 4 | 662 | 15.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 3638 | |
| 4 | 662 | 15.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 3638 | |
| 4 | 662 | 15.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4300 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 3638 | |
| 4 | 662 | 15.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4300 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 3638 | |
| 4 | 662 | 15.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4300 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 3638 | |
| 4 | 662 | 15.4% |
| Age | Attrition | BusinessTravel | Department | DistanceFromHome | Education | EducationField | EmployeeID | EnvironmentSatisfaction | Gender | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | NumCompaniesWorked | PercentSalaryHike | PerformanceRating | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsSinceLastPromotion | YearsWithCurrManager | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | 0.220 | 0.079 | 0.047 | -0.008 | 0.069 | 0.058 | 0.004 | 0.065 | 0.052 | 0.055 | 0.063 | 0.078 | 0.030 | 0.155 | -0.027 | 0.358 | -0.036 | 0.058 | 0.052 | 0.658 | -0.050 | 0.071 | 0.254 | 0.172 | 0.197 |
| Attrition | 0.220 | 1.000 | 0.122 | 0.072 | -0.001 | 0.019 | 0.092 | -0.002 | 0.121 | 0.010 | 0.034 | 0.021 | 0.058 | 0.106 | 0.173 | -0.026 | 0.030 | 0.033 | 0.020 | 0.011 | -0.197 | -0.035 | 0.099 | -0.191 | -0.050 | -0.175 |
| BusinessTravel | 0.079 | 0.122 | 1.000 | 0.053 | 0.016 | 0.034 | 0.071 | -0.003 | 0.030 | 0.032 | 0.038 | 0.059 | 0.035 | 0.034 | 0.045 | -0.012 | 0.036 | -0.027 | 0.000 | 0.024 | 0.024 | -0.038 | 0.000 | -0.027 | -0.037 | -0.030 |
| Department | 0.047 | 0.072 | 0.053 | 1.000 | 0.025 | 0.017 | 0.591 | -0.002 | 0.031 | 0.000 | 0.034 | 0.035 | 0.039 | 0.014 | 0.047 | -0.040 | -0.016 | -0.001 | 0.018 | 0.038 | -0.020 | 0.014 | 0.015 | 0.003 | 0.001 | 0.005 |
| DistanceFromHome | -0.008 | -0.001 | 0.016 | 0.025 | 1.000 | 0.072 | 0.052 | 0.004 | 0.069 | 0.043 | 0.065 | 0.044 | 0.055 | 0.059 | 0.081 | -0.023 | -0.038 | 0.037 | 0.067 | 0.080 | -0.004 | 0.011 | 0.066 | 0.018 | 0.009 | 0.033 |
| Education | 0.069 | 0.019 | 0.034 | 0.017 | 0.072 | 1.000 | 0.053 | -0.011 | 0.028 | 0.034 | 0.047 | 0.041 | 0.064 | 0.030 | 0.005 | -0.002 | -0.013 | -0.034 | 0.072 | 0.035 | 0.015 | 0.030 | 0.030 | 0.007 | 0.020 | 0.021 |
| EducationField | 0.058 | 0.092 | 0.071 | 0.591 | 0.052 | 0.053 | 1.000 | -0.004 | 0.052 | 0.027 | 0.035 | 0.029 | 0.039 | 0.032 | 0.054 | 0.003 | 0.007 | -0.005 | 0.018 | 0.037 | 0.025 | -0.022 | 0.034 | 0.025 | 0.048 | 0.020 |
| EmployeeID | 0.004 | -0.002 | -0.003 | -0.002 | 0.004 | -0.011 | -0.004 | 1.000 | 0.000 | 0.006 | 0.000 | 0.022 | 0.000 | 0.000 | 0.000 | 0.008 | -0.000 | -0.003 | 0.029 | 0.000 | 0.002 | -0.010 | 0.000 | 0.001 | 0.010 | 0.007 |
| EnvironmentSatisfaction | 0.065 | 0.121 | 0.030 | 0.031 | 0.069 | 0.028 | 0.052 | 0.000 | 1.000 | 0.053 | 0.019 | 0.051 | 0.035 | 0.022 | 0.038 | -0.004 | 0.006 | -0.009 | 0.030 | 0.033 | -0.015 | 0.018 | 0.028 | 0.010 | 0.025 | -0.003 |
| Gender | 0.052 | 0.010 | 0.032 | 0.000 | 0.043 | 0.034 | 0.027 | 0.006 | 0.053 | 1.000 | 0.015 | 0.039 | 0.033 | 0.035 | 0.023 | 0.013 | -0.073 | -0.003 | 0.051 | 0.014 | -0.045 | -0.037 | 0.054 | -0.012 | -0.030 | -0.003 |
| JobInvolvement | 0.055 | 0.034 | 0.038 | 0.034 | 0.065 | 0.047 | 0.035 | 0.000 | 0.019 | 0.015 | 1.000 | 0.037 | 0.067 | 0.032 | 0.045 | 0.018 | 0.021 | -0.014 | 0.000 | 0.000 | -0.004 | -0.009 | 0.039 | -0.002 | 0.022 | 0.004 |
| JobLevel | 0.063 | 0.021 | 0.059 | 0.035 | 0.044 | 0.041 | 0.029 | 0.022 | 0.051 | 0.039 | 0.037 | 1.000 | 0.057 | 0.032 | 0.036 | 0.044 | -0.009 | 0.032 | 0.033 | 0.048 | -0.029 | -0.041 | 0.035 | -0.042 | -0.039 | -0.038 |
| JobRole | 0.078 | 0.058 | 0.035 | 0.039 | 0.055 | 0.064 | 0.039 | 0.000 | 0.035 | 0.033 | 0.067 | 0.057 | 1.000 | 0.039 | 0.060 | -0.003 | -0.016 | -0.011 | 0.057 | 0.072 | -0.020 | 0.070 | 0.063 | -0.027 | -0.041 | 0.006 |
| JobSatisfaction | 0.030 | 0.106 | 0.034 | 0.014 | 0.059 | 0.030 | 0.032 | 0.000 | 0.022 | 0.035 | 0.032 | 0.032 | 0.039 | 1.000 | 0.017 | -0.003 | -0.055 | 0.030 | 0.059 | 0.046 | -0.010 | -0.022 | 0.026 | 0.015 | 0.007 | -0.015 |
| MaritalStatus | 0.155 | 0.173 | 0.045 | 0.047 | 0.081 | 0.005 | 0.054 | 0.000 | 0.038 | 0.023 | 0.045 | 0.036 | 0.060 | 0.017 | 1.000 | -0.065 | -0.053 | 0.002 | 0.000 | 0.021 | -0.093 | 0.013 | 0.033 | -0.068 | -0.013 | -0.045 |
| MonthlyIncome | -0.027 | -0.026 | -0.012 | -0.040 | -0.023 | -0.002 | 0.003 | 0.008 | -0.004 | 0.013 | 0.018 | 0.044 | -0.003 | -0.003 | -0.065 | 1.000 | -0.041 | 0.016 | 0.063 | 0.054 | -0.016 | 0.008 | 0.049 | 0.030 | 0.058 | 0.027 |
| NumCompaniesWorked | 0.358 | 0.030 | 0.036 | -0.016 | -0.038 | -0.013 | 0.007 | -0.000 | 0.006 | -0.073 | 0.021 | -0.009 | -0.016 | -0.055 | -0.053 | -0.041 | 1.000 | 0.013 | 0.065 | 0.071 | 0.320 | -0.010 | 0.082 | -0.167 | -0.064 | -0.140 |
| PercentSalaryHike | -0.036 | 0.033 | -0.027 | -0.001 | 0.037 | -0.034 | -0.005 | -0.003 | -0.009 | -0.003 | -0.014 | 0.032 | -0.011 | 0.030 | 0.002 | 0.016 | 0.013 | 1.000 | 0.999 | 0.065 | -0.037 | -0.034 | 0.070 | -0.042 | -0.036 | -0.047 |
| PerformanceRating | 0.058 | 0.020 | 0.000 | 0.018 | 0.067 | 0.072 | 0.018 | 0.029 | 0.030 | 0.051 | 0.000 | 0.033 | 0.057 | 0.059 | 0.000 | 0.063 | 0.065 | 0.999 | 1.000 | 0.033 | -0.011 | -0.024 | 0.049 | 0.001 | -0.013 | 0.003 |
| StockOptionLevel | 0.052 | 0.011 | 0.024 | 0.038 | 0.080 | 0.035 | 0.037 | 0.000 | 0.033 | 0.014 | 0.000 | 0.048 | 0.072 | 0.046 | 0.021 | 0.054 | 0.071 | 0.065 | 0.033 | 1.000 | 0.012 | -0.064 | 0.040 | 0.001 | 0.005 | 0.001 |
| TotalWorkingYears | 0.658 | -0.197 | 0.024 | -0.020 | -0.004 | 0.015 | 0.025 | 0.002 | -0.015 | -0.045 | -0.004 | -0.029 | -0.020 | -0.010 | -0.093 | -0.016 | 0.320 | -0.037 | -0.011 | 0.012 | 1.000 | -0.045 | 0.064 | 0.597 | 0.335 | 0.498 |
| TrainingTimesLastYear | -0.050 | -0.035 | -0.038 | 0.014 | 0.011 | 0.030 | -0.022 | -0.010 | 0.018 | -0.037 | -0.009 | -0.041 | 0.070 | -0.022 | 0.013 | 0.008 | -0.010 | -0.034 | -0.024 | -0.064 | -0.045 | 1.000 | 0.050 | -0.017 | -0.005 | -0.018 |
| WorkLifeBalance | 0.071 | 0.099 | 0.000 | 0.015 | 0.066 | 0.030 | 0.034 | 0.000 | 0.028 | 0.054 | 0.039 | 0.035 | 0.063 | 0.026 | 0.033 | 0.049 | 0.082 | 0.070 | 0.049 | 0.040 | 0.064 | 0.050 | 1.000 | 0.007 | 0.001 | -0.003 |
| YearsAtCompany | 0.254 | -0.191 | -0.027 | 0.003 | 0.018 | 0.007 | 0.025 | 0.001 | 0.010 | -0.012 | -0.002 | -0.042 | -0.027 | 0.015 | -0.068 | 0.030 | -0.167 | -0.042 | 0.001 | 0.001 | 0.597 | -0.017 | 0.007 | 1.000 | 0.521 | 0.843 |
| YearsSinceLastPromotion | 0.172 | -0.050 | -0.037 | 0.001 | 0.009 | 0.020 | 0.048 | 0.010 | 0.025 | -0.030 | 0.022 | -0.039 | -0.041 | 0.007 | -0.013 | 0.058 | -0.064 | -0.036 | -0.013 | 0.005 | 0.335 | -0.005 | 0.001 | 0.521 | 1.000 | 0.467 |
| YearsWithCurrManager | 0.197 | -0.175 | -0.030 | 0.005 | 0.033 | 0.021 | 0.020 | 0.007 | -0.003 | -0.003 | 0.004 | -0.038 | 0.006 | -0.015 | -0.045 | 0.027 | -0.140 | -0.047 | 0.003 | 0.001 | 0.498 | -0.018 | -0.003 | 0.843 | 0.467 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| EmployeeID | Age | Attrition | BusinessTravel | Department | DistanceFromHome | Education | EducationField | EmployeeCount | Gender | JobLevel | JobRole | MaritalStatus | MonthlyIncome | NumCompaniesWorked | Over18 | PercentSalaryHike | StandardHours | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | YearsAtCompany | YearsSinceLastPromotion | YearsWithCurrManager | EnvironmentSatisfaction | JobSatisfaction | WorkLifeBalance | JobInvolvement | PerformanceRating | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 51 | No | Travel_Rarely | Sales | 6 | 2 | Life Sciences | 1 | Female | 1 | Healthcare Representative | Married | 131160.00 | 1.0 | Y | 11 | 8 | 0 | 1.0 | 6 | 1 | 0 | 0 | 3.0 | 4.0 | 2.0 | 3 | 3 |
| 1 | 2 | 31 | Yes | Travel_Frequently | Research & Development | 10 | 1 | Life Sciences | 1 | Female | 1 | Research Scientist | Single | 41890.00 | 0.0 | Y | 23 | 8 | 1 | 6.0 | 3 | 5 | 1 | 4 | 3.0 | 2.0 | 4.0 | 2 | 4 |
| 2 | 3 | 32 | No | Travel_Frequently | Research & Development | 17 | 4 | Other | 1 | Male | 4 | Sales Executive | Married | 165616.25 | 1.0 | Y | 15 | 8 | 3 | 5.0 | 2 | 5 | 0 | 3 | 2.0 | 2.0 | 1.0 | 3 | 3 |
| 3 | 4 | 38 | No | Non-Travel | Research & Development | 2 | 5 | Life Sciences | 1 | Male | 3 | Human Resources | Married | 83210.00 | 3.0 | Y | 11 | 8 | 3 | 13.0 | 5 | 8 | 7 | 5 | 4.0 | 4.0 | 3.0 | 2 | 3 |
| 4 | 5 | 32 | No | Travel_Rarely | Research & Development | 10 | 1 | Medical | 1 | Male | 1 | Sales Executive | Single | 23420.00 | 4.0 | Y | 12 | 8 | 2 | 9.0 | 2 | 6 | 0 | 4 | 4.0 | 1.0 | 3.0 | 3 | 3 |
| 5 | 6 | 46 | No | Travel_Rarely | Research & Development | 8 | 3 | Life Sciences | 1 | Female | 4 | Research Director | Married | 40710.00 | 3.0 | Y | 13 | 8 | 0 | 28.0 | 5 | 7 | 7 | 7 | 3.0 | 2.0 | 2.0 | 3 | 3 |
| 6 | 7 | 28 | Yes | Travel_Rarely | Research & Development | 11 | 2 | Medical | 1 | Male | 2 | Sales Executive | Single | 58130.00 | 2.0 | Y | 20 | 8 | 1 | 5.0 | 2 | 0 | 0 | 0 | 1.0 | 3.0 | 1.0 | 3 | 4 |
| 7 | 8 | 29 | No | Travel_Rarely | Research & Development | 18 | 3 | Life Sciences | 1 | Male | 2 | Sales Executive | Married | 31430.00 | 2.0 | Y | 22 | 8 | 3 | 10.0 | 2 | 0 | 0 | 0 | 1.0 | 2.0 | 3.0 | 3 | 4 |
| 8 | 9 | 31 | No | Travel_Rarely | Research & Development | 1 | 3 | Life Sciences | 1 | Male | 3 | Laboratory Technician | Married | 20440.00 | 0.0 | Y | 21 | 8 | 0 | 10.0 | 2 | 9 | 7 | 8 | 2.0 | 4.0 | 3.0 | 3 | 4 |
| 9 | 10 | 25 | No | Non-Travel | Research & Development | 7 | 4 | Medical | 1 | Female | 4 | Laboratory Technician | Divorced | 134640.00 | 1.0 | Y | 13 | 8 | 1 | 6.0 | 2 | 6 | 1 | 5 | 2.0 | 1.0 | 3.0 | 3 | 3 |
| EmployeeID | Age | Attrition | BusinessTravel | Department | DistanceFromHome | Education | EducationField | EmployeeCount | Gender | JobLevel | JobRole | MaritalStatus | MonthlyIncome | NumCompaniesWorked | Over18 | PercentSalaryHike | StandardHours | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | YearsAtCompany | YearsSinceLastPromotion | YearsWithCurrManager | EnvironmentSatisfaction | JobSatisfaction | WorkLifeBalance | JobInvolvement | PerformanceRating | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4399 | 4400 | 34 | No | Travel_Rarely | Research & Development | 26 | 3 | Other | 1 | Female | 1 | Sales Executive | Married | 165616.25 | 6.0 | Y | 13 | 8 | 0 | 13.0 | 3 | 11 | 5 | 9 | 4.0 | 1.0 | 3.0 | 2 | 3 |
| 4400 | 4401 | 37 | No | Travel_Rarely | Research & Development | 22 | 5 | Medical | 1 | Female | 2 | Manufacturing Director | Married | 30550.00 | 2.0 | Y | 14 | 8 | 3 | 17.0 | 3 | 3 | 0 | 2 | 3.0 | 1.0 | 2.0 | 3 | 3 |
| 4401 | 4402 | 45 | No | Travel_Frequently | Sales | 21 | 1 | Marketing | 1 | Male | 3 | Research Scientist | Married | 22890.00 | 4.0 | Y | 13 | 8 | 0 | 9.0 | 3 | 3 | 0 | 2 | 1.0 | 3.0 | 3.0 | 2 | 3 |
| 4402 | 4403 | 37 | Yes | Travel_Frequently | Sales | 2 | 3 | Marketing | 1 | Male | 1 | Laboratory Technician | Divorced | 40010.00 | 6.0 | Y | 11 | 8 | 1 | 17.0 | 2 | 1 | 0 | 0 | 1.0 | 3.0 | 3.0 | 3 | 3 |
| 4403 | 4404 | 39 | No | Travel_Frequently | Research & Development | 22 | 3 | Medical | 1 | Female | 1 | Manufacturing Director | Single | 129650.00 | 0.0 | Y | 19 | 8 | 1 | 20.0 | 2 | 19 | 11 | 8 | 3.0 | 3.0 | 3.0 | 3 | 3 |
| 4404 | 4405 | 29 | No | Travel_Rarely | Sales | 4 | 3 | Other | 1 | Female | 2 | Human Resources | Single | 35390.00 | 1.0 | Y | 18 | 8 | 0 | 6.0 | 2 | 6 | 1 | 5 | 3.0 | 4.0 | 3.0 | 2 | 3 |
| 4405 | 4406 | 42 | No | Travel_Rarely | Research & Development | 5 | 4 | Medical | 1 | Female | 1 | Research Scientist | Single | 60290.00 | 3.0 | Y | 17 | 8 | 1 | 10.0 | 5 | 3 | 0 | 2 | 4.0 | 1.0 | 3.0 | 3 | 3 |
| 4406 | 4407 | 29 | No | Travel_Rarely | Research & Development | 2 | 4 | Medical | 1 | Male | 1 | Laboratory Technician | Divorced | 26790.00 | 2.0 | Y | 15 | 8 | 0 | 10.0 | 2 | 3 | 0 | 2 | 4.0 | 4.0 | 3.0 | 2 | 3 |
| 4407 | 4408 | 25 | No | Travel_Rarely | Research & Development | 25 | 2 | Life Sciences | 1 | Male | 2 | Sales Executive | Married | 37020.00 | 0.0 | Y | 20 | 8 | 0 | 5.0 | 4 | 4 | 1 | 2 | 1.0 | 3.0 | 3.0 | 3 | 4 |
| 4408 | 4409 | 42 | No | Travel_Rarely | Sales | 18 | 2 | Medical | 1 | Male | 1 | Laboratory Technician | Divorced | 23980.00 | 0.0 | Y | 14 | 8 | 1 | 10.0 | 2 | 9 | 7 | 8 | 4.0 | 1.0 | 3.0 | 2 | 3 |